Pandas Profiling Report

Dataset statistics

Number of variables	36
Number of observations	7024
Missing cells	148130
Missing cells (%)	58.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	333.6 B

Variable types

Numeric	26
Categorical	9
Unsupported	1

Alerts

`sofa_coagulation` has constant value "0.0"	Constant
`sofa_liver` has constant value "0.0"	Constant
`charttime` has a high cardinality: 6988 distinct values	High cardinality
`icu_intime` has a high cardinality: 1923 distinct values	High cardinality
`vent_start` has a high cardinality: 1922 distinct values	High cardinality
`vent_end` has a high cardinality: 1918 distinct values	High cardinality
`total_protein` has 6930 (98.7%) missing values	Missing
`calcium` has 933 (13.3%) missing values	Missing
`creatinine` has 261 (3.7%) missing values	Missing
`glucose` has 444 (6.3%) missing values	Missing
`sodium` has 214 (3.0%) missing values	Missing
`chloride` has 241 (3.4%) missing values	Missing
`heart_rate` has 6833 (97.3%) missing values	Missing
`sbp` has 6895 (98.2%) missing values	Missing
`dbp` has 6895 (98.2%) missing values	Missing
`mbp` has 6887 (98.0%) missing values	Missing
`resp_rate` has 6832 (97.3%) missing values	Missing
`temperature` has 6974 (99.3%) missing values	Missing
`hemoglobin` has 1179 (16.8%) missing values	Missing
`wbc` has 1207 (17.2%) missing values	Missing
`alt` has 3964 (56.4%) missing values	Missing
`ast` has 3936 (56.0%) missing values	Missing
`alp` has 3976 (56.6%) missing values	Missing
`bilirubin_total` has 3957 (56.3%) missing values	Missing
`bilirubin_direct` has 6808 (96.9%) missing values	Missing
`bilirubin_indirect` has 6812 (97.0%) missing values	Missing
`ph` has 7004 (99.7%) missing values	Missing
`lactate` has 7012 (99.8%) missing values	Missing
`pt` has 3068 (43.7%) missing values	Missing
`urineoutput` has 6942 (98.8%) missing values	Missing
`sofa_respiration` has 7005 (99.7%) missing values	Missing
`sofa_coagulation` has 7023 (> 99.9%) missing values	Missing
`sofa_liver` has 7023 (> 99.9%) missing values	Missing
`sofa_cardiovascular` has 6872 (97.8%) missing values	Missing
`sofa_cns` has 6979 (99.4%) missing values	Missing
`sofa_renal` has 7024 (100.0%) missing values	Missing
`charttime` is uniformly distributed	Uniform
`sofa_renal` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-03-22 07:37:25.294624
Analysis finished	2023-03-22 07:38:05.541861
Duration	40.25 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

stay_id
Real number (ℝ)

Distinct	1923
Distinct (%)	27.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34978923

Minimum	30004144
Maximum	39992167
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	30004144
5-th percentile	30515259
Q1	32550702
median	34969901
Q3	37460808
95-th percentile	39559375
Maximum	39992167
Range	9988023
Interquartile range (IQR)	4910106

Descriptive statistics

Standard deviation	2832324.6
Coefficient of variation (CV)	0.080972323
Kurtosis	-1.1604944
Mean	34978923
Median Absolute Deviation (MAD)	2466923
Skewness	3.0447661 × 10^-5
Sum	2.4569195 × 10¹¹
Variance	8.0220628 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37607624	196	2.8%
30515259	133	1.9%
33572547	93	1.3%
34776632	82	1.2%
36606626	62	0.9%
39598576	61	0.9%
34231127	49	0.7%
31986541	46	0.7%
36981368	44	0.6%
31526530	41	0.6%
Other values (1913)	6217	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30004144	2	< 0.1%
30005366	1	< 0.1%
30006983	2	< 0.1%
30023204	3	< 0.1%
30031418	1	< 0.1%
30033048	1	< 0.1%
30034749	8	0.1%
30037986	3	< 0.1%
30045078	19	0.3%
30045159	2	< 0.1%

Value	Count	Frequency (%)
39992167	2	< 0.1%
39986206	2	< 0.1%
39985110	3	< 0.1%
39982332	1	< 0.1%
39977971	4	0.1%
39972274	2	< 0.1%
39969519	3	< 0.1%
39969229	1	< 0.1%
39964899	2	< 0.1%
39961682	3	< 0.1%

charttime
Categorical

HIGH CARDINALITY UNIFORM

Distinct	6988
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

2120-04-18 06:04:00.000	16
2171-03-31 00:56:00.000	8
2181-08-08 19:53:00.000	2
2149-01-07 05:40:00.000	2
2135-05-10 03:34:00.000	2
Other values (6983)	6994

Length

Max length	23
Median length	23
Mean length	23
Min length	23

Characters and Unicode

Total characters	161552
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6972 ?
Unique (%)	99.3%

Sample

1st row	2148-12-27 18:15:00.000
2nd row	2148-12-24 16:25:00.000
3rd row	2148-12-25 09:12:00.000
4th row	2149-01-01 17:37:00.000
5th row	2148-12-27 08:40:00.000

Common Values

Value	Count	Frequency (%)
2120-04-18 06:04:00.000	16	0.2%
2171-03-31 00:56:00.000	8	0.1%
2181-08-08 19:53:00.000	2	< 0.1%
2149-01-07 05:40:00.000	2	< 0.1%
2135-05-10 03:34:00.000	2	< 0.1%
2147-12-30 03:57:00.000	2	< 0.1%
2144-04-26 01:49:00.000	2	< 0.1%
2166-07-25 02:08:00.000	2	< 0.1%
2192-10-17 04:53:00.000	2	< 0.1%
2169-12-02 08:30:00.000	2	< 0.1%
Other values (6978)	6984	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
00:00:00.000	280	2.0%
06:00:00.000	78	0.6%
05:30:00.000	57	0.4%
06:30:00.000	52	0.4%
05:00:00.000	50	0.4%
07:00:00.000	50	0.4%
06:15:00.000	49	0.3%
06:10:00.000	41	0.3%
06:05:00.000	40	0.3%
05:40:00.000	38	0.3%
Other values (6155)	13313	94.8%

Most occurring characters

Value	Count	Frequency (%)
0	53614	33.2%
1	18544	11.5%
2	15670	9.7%
-	14048	8.7%
:	14048	8.7%
	7024	4.3%
.	7024	4.3%
5	6017	3.7%
3	5419	3.4%
4	5184	3.2%
Other values (4)	14960	9.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	119408	73.9%
Other Punctuation	21072	13.0%
Dash Punctuation	14048	8.7%
Space Separator	7024	4.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	53614	44.9%
1	18544	15.5%
2	15670	13.1%
5	6017	5.0%
3	5419	4.5%
4	5184	4.3%
8	3868	3.2%
6	3848	3.2%
7	3824	3.2%
9	3420	2.9%

Other Punctuation

Value	Count	Frequency (%)
:	14048	66.7%
.	7024	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	14048	100.0%

Space Separator

Value	Count	Frequency (%)
	7024	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	161552	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	53614	33.2%
1	18544	11.5%
2	15670	9.7%
-	14048	8.7%
:	14048	8.7%
	7024	4.3%
.	7024	4.3%
5	6017	3.7%
3	5419	3.4%
4	5184	3.2%
Other values (4)	14960	9.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	161552	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	53614	33.2%
1	18544	11.5%
2	15670	9.7%
-	14048	8.7%
:	14048	8.7%
	7024	4.3%
.	7024	4.3%
5	6017	3.7%
3	5419	3.4%
4	5184	3.2%
Other values (4)	14960	9.3%

total_protein
Real number (ℝ)

Distinct	37
Distinct (%)	39.4%
Missing	6930
Missing (%)	98.7%
Infinite	0
Infinite (%)	0.0%
Mean	6.0404255

Minimum	3.2
Maximum	10.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	3.2
5-th percentile	4.43
Q1	5.4
median	6
Q3	6.6
95-th percentile	7.535
Maximum	10.2
Range	7
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.1043725
Coefficient of variation (CV)	0.18283024
Kurtosis	2.4174225
Mean	6.0404255
Median Absolute Deviation (MAD)	0.6
Skewness	0.69189225
Sum	567.8
Variance	1.2196385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
5.9	8	0.1%
6.2	7	0.1%
5.6	6	0.1%
5.4	5	0.1%
6.4	4	0.1%
5.7	4	0.1%
6	4	0.1%
6.1	4	0.1%
6.7	3	< 0.1%
7.4	3	< 0.1%
Other values (27)	46	0.7%
(Missing)	6930	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.2	1	< 0.1%
3.9	2	< 0.1%
4.1	1	< 0.1%
4.3	1	< 0.1%
4.5	1	< 0.1%
4.6	3	< 0.1%
4.7	2	< 0.1%
4.8	1	< 0.1%
4.9	1	< 0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
10.2	1	< 0.1%
9.5	1	< 0.1%
8.9	1	< 0.1%
7.6	2	< 0.1%
7.5	1	< 0.1%
7.4	3	< 0.1%
7.3	2	< 0.1%
7.2	2	< 0.1%
7.1	1	< 0.1%
6.9	3	< 0.1%

calcium
Real number (ℝ)

Distinct	72
Distinct (%)	1.2%
Missing	933
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	8.3896405

Minimum	4.2
Maximum	12.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	4.2
5-th percentile	7.1
Q1	7.9
median	8.4
Q3	8.9
95-th percentile	9.7
Maximum	12.3
Range	8.1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.82006611
Coefficient of variation (CV)	0.097747468
Kurtosis	1.4719158
Mean	8.3896405
Median Absolute Deviation (MAD)	0.5
Skewness	-0.12274857
Sum	51101.3
Variance	0.67250843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.6	356	5.1%
8.5	353	5.0%
8.4	333	4.7%
8.3	331	4.7%
8.2	330	4.7%
8.1	312	4.4%
8.7	311	4.4%
8.8	301	4.3%
8.9	243	3.5%
8	243	3.5%
Other values (62)	2978	42.4%
(Missing)	933	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.2	1	< 0.1%
4.3	1	< 0.1%
4.4	1	< 0.1%
5.1	1	< 0.1%
5.2	2	< 0.1%
5.3	2	< 0.1%
5.4	3	< 0.1%
5.5	3	< 0.1%
5.6	3	< 0.1%
5.7	10	0.1%

Value	Count	Frequency (%)
12.3	2	< 0.1%
11.9	2	< 0.1%
11.8	2	< 0.1%
11.6	1	< 0.1%
11.5	1	< 0.1%
11.4	3	< 0.1%
11.3	3	< 0.1%
11.2	2	< 0.1%
11.1	2	< 0.1%
11	7	0.1%

creatinine
Real number (ℝ)

Distinct	149
Distinct (%)	2.2%
Missing	261
Missing (%)	3.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.6440189

Minimum	0.1
Maximum	19.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.8
median	1.1
Q3	1.8
95-th percentile	4.7
Maximum	19.7
Range	19.6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.839893
Coefficient of variation (CV)	1.1191435
Kurtosis	24.260356
Mean	1.6440189
Median Absolute Deviation (MAD)	0.4
Skewness	4.2113923
Sum	11118.5
Variance	3.3852064
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	593	8.4%
0.7	562	8.0%
0.9	516	7.3%
1	473	6.7%
0.6	465	6.6%
1.1	375	5.3%
1.2	359	5.1%
0.5	311	4.4%
1.3	268	3.8%
1.4	260	3.7%
Other values (139)	2581	36.7%
(Missing)	261	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	5	0.1%
0.2	47	0.7%
0.3	113	1.6%
0.4	185	2.6%
0.5	311	4.4%
0.6	465	6.6%
0.7	562	8.0%
0.8	593	8.4%
0.9	516	7.3%
1	473	6.7%

Value	Count	Frequency (%)
19.7	1	< 0.1%
19.5	1	< 0.1%
19.4	1	< 0.1%
18.8	1	< 0.1%
18.7	2	< 0.1%
18.2	1	< 0.1%
17.3	1	< 0.1%
17.2	1	< 0.1%
17.1	1	< 0.1%
16.8	1	< 0.1%

glucose
Real number (ℝ)

Distinct	389
Distinct (%)	5.9%
Missing	444
Missing (%)	6.3%
Infinite	0
Infinite (%)	0.0%
Mean	142.28967

Minimum	30
Maximum	2970
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	30
5-th percentile	77
Q1	102
median	125
Q3	159
95-th percentile	261
Maximum	2970
Range	2940
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	89.875986
Coefficient of variation (CV)	0.631641
Kurtosis	288.86717
Mean	142.28967
Median Absolute Deviation (MAD)	27
Skewness	12.421852
Sum	936266
Variance	8077.6929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95	93	1.3%
103	90	1.3%
105	89	1.3%
119	82	1.2%
98	79	1.1%
102	78	1.1%
113	78	1.1%
101	77	1.1%
107	76	1.1%
100	75	1.1%
Other values (379)	5763	82.0%
(Missing)	444	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	< 0.1%
31	1	< 0.1%
34	1	< 0.1%
35	4	0.1%
36	1	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
39	2	< 0.1%
40	1	< 0.1%
41	2	< 0.1%

Value	Count	Frequency (%)
2970	1	< 0.1%
2230	1	< 0.1%
2172	1	< 0.1%
2059	1	< 0.1%
1648	1	< 0.1%
1430	1	< 0.1%
1277	1	< 0.1%
939	1	< 0.1%
805	1	< 0.1%
746	1	< 0.1%

sodium
Real number (ℝ)

Distinct	61
Distinct (%)	0.9%
Missing	214
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	137.30954

Minimum	83
Maximum	185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	83
5-th percentile	128
Q1	134
median	138
Q3	141
95-th percentile	145
Maximum	185
Range	102
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.6383842
Coefficient of variation (CV)	0.041063308
Kurtosis	5.7502716
Mean	137.30954
Median Absolute Deviation (MAD)	3
Skewness	-0.39586924
Sum	935078
Variance	31.791376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
139	609	8.7%
138	580	8.3%
137	547	7.8%
140	535	7.6%
141	501	7.1%
136	488	6.9%
135	433	6.2%
142	397	5.7%
134	365	5.2%
143	312	4.4%
Other values (51)	2043	29.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
83	1	< 0.1%
88	1	< 0.1%
106	2	< 0.1%
108	2	< 0.1%
109	1	< 0.1%
111	1	< 0.1%
112	1	< 0.1%
115	2	< 0.1%
116	9	0.1%
117	6	0.1%

Value	Count	Frequency (%)
185	1	< 0.1%
179	1	< 0.1%
177	1	< 0.1%
172	1	< 0.1%
170	1	< 0.1%
167	1	< 0.1%
165	1	< 0.1%
164	2	< 0.1%
162	1	< 0.1%
160	4	0.1%

chloride
Real number (ℝ)

Distinct	63
Distinct (%)	0.9%
Missing	241
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%
Mean	102.06708

Minimum	62
Maximum	153
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	62
5-th percentile	91
Q1	98
median	102
Q3	106
95-th percentile	112
Maximum	153
Range	91
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.7310081
Coefficient of variation (CV)	0.065946906
Kurtosis	2.3296411
Mean	102.06708
Median Absolute Deviation (MAD)	4
Skewness	0.015507099
Sum	692321
Variance	45.30647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103	505	7.2%
104	472	6.7%
102	457	6.5%
101	451	6.4%
105	428	6.1%
106	395	5.6%
100	386	5.5%
99	353	5.0%
107	311	4.4%
98	297	4.2%
Other values (53)	2728	38.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
62	1	< 0.1%
69	1	< 0.1%
70	2	< 0.1%
72	1	< 0.1%
73	1	< 0.1%
74	1	< 0.1%
77	2	< 0.1%
78	1	< 0.1%
80	2	< 0.1%
81	2	< 0.1%

Value	Count	Frequency (%)
153	1	< 0.1%
151	1	< 0.1%
148	1	< 0.1%
137	2	< 0.1%
132	2	< 0.1%
130	1	< 0.1%
129	1	< 0.1%
127	2	< 0.1%
126	1	< 0.1%
125	5	0.1%

heart_rate
Real number (ℝ)

Distinct	71
Distinct (%)	37.2%
Missing	6833
Missing (%)	97.3%
Infinite	0
Infinite (%)	0.0%
Mean	91.565445

Minimum	48
Maximum	152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	48
5-th percentile	62
Q1	76.5
median	90
Q3	106.5
95-th percentile	126
Maximum	152
Range	104
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	20.303089
Coefficient of variation (CV)	0.22173309
Kurtosis	-0.24649329
Mean	91.565445
Median Absolute Deviation (MAD)	15
Skewness	0.40452526
Sum	17489
Variance	412.21543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	8	0.1%
110	8	0.1%
100	7	0.1%
97	6	0.1%
75	6	0.1%
83	6	0.1%
67	5	0.1%
78	5	0.1%
70	5	0.1%
82	4	0.1%
Other values (61)	131	1.9%
(Missing)	6833	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48	1	< 0.1%
54	1	< 0.1%
58	1	< 0.1%
60	1	< 0.1%
61	4	0.1%
62	4	0.1%
63	1	< 0.1%
64	2	< 0.1%
65	4	0.1%
66	2	< 0.1%

Value	Count	Frequency (%)
152	2	< 0.1%
141	1	< 0.1%
134	1	< 0.1%
133	2	< 0.1%
129	1	< 0.1%
128	1	< 0.1%
126	3	< 0.1%
124	1	< 0.1%
122	4	0.1%
120	1	< 0.1%

sbp
Real number (ℝ)

Distinct	70
Distinct (%)	54.3%
Missing	6895
Missing (%)	98.2%
Infinite	0
Infinite (%)	0.0%
Mean	119.53101

Minimum	45
Maximum	167
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	45
5-th percentile	86.4
Q1	104
median	119
Q3	132
95-th percentile	160.2
Maximum	167
Range	122
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	22.348251
Coefficient of variation (CV)	0.18696614
Kurtosis	0.16446184
Mean	119.53101
Median Absolute Deviation (MAD)	14
Skewness	0.025750894
Sum	15419.5
Variance	499.44434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130	4	0.1%
95	4	0.1%
120	4	0.1%
97	4	0.1%
132	3	< 0.1%
118	3	< 0.1%
128	3	< 0.1%
104	3	< 0.1%
144	3	< 0.1%
125	3	< 0.1%
Other values (60)	95	1.4%
(Missing)	6895	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	< 0.1%
75	1	< 0.1%
76	1	< 0.1%
79	1	< 0.1%
82	1	< 0.1%
85	1	< 0.1%
86	1	< 0.1%
87	1	< 0.1%
89	1	< 0.1%
93	3	< 0.1%

Value	Count	Frequency (%)
167	1	< 0.1%
164	1	< 0.1%
163	2	< 0.1%
162	2	< 0.1%
161	1	< 0.1%
159	3	< 0.1%
158	1	< 0.1%
157	1	< 0.1%
155	1	< 0.1%
152	1	< 0.1%

dbp
Real number (ℝ)

Distinct	56
Distinct (%)	43.4%
Missing	6895
Missing (%)	98.2%
Infinite	0
Infinite (%)	0.0%
Mean	63.341085

Minimum	22
Maximum	106
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	22
5-th percentile	42
Q1	54
median	62
Q3	72
95-th percentile	90.2
Maximum	106
Range	84
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	14.976412
Coefficient of variation (CV)	0.23644072
Kurtosis	0.31249588
Mean	63.341085
Median Absolute Deviation (MAD)	9
Skewness	0.43979599
Sum	8171
Variance	224.29291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61	8	0.1%
63	6	0.1%
62	6	0.1%
49	5	0.1%
64	5	0.1%
60	5	0.1%
57	5	0.1%
72	4	0.1%
69	4	0.1%
80	4	0.1%
Other values (46)	77	1.1%
(Missing)	6895	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
40	2	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
43	1	< 0.1%
44	1	< 0.1%
45	2	< 0.1%
46	3	< 0.1%

Value	Count	Frequency (%)
106	1	< 0.1%
103	1	< 0.1%
100	1	< 0.1%
99	1	< 0.1%
92	2	< 0.1%
91	1	< 0.1%
89	2	< 0.1%
88	1	< 0.1%
87	1	< 0.1%
85	1	< 0.1%

mbp
Real number (ℝ)

Distinct	54
Distinct (%)	39.4%
Missing	6887
Missing (%)	98.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.510949

Minimum	28
Maximum	120
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	28
5-th percentile	56
Q1	69
median	78
Q3	89
95-th percentile	106
Maximum	120
Range	92
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.968284
Coefficient of variation (CV)	0.19065218
Kurtosis	0.6690595
Mean	78.510949
Median Absolute Deviation (MAD)	10
Skewness	0.1657727
Sum	10756
Variance	224.04951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	7	0.1%
91	7	0.1%
73	6	0.1%
78	5	0.1%
71	5	0.1%
82	5	0.1%
94	5	0.1%
80	5	0.1%
89	5	0.1%
76	5	0.1%
Other values (44)	82	1.2%
(Missing)	6887	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	< 0.1%
49	1	< 0.1%
50	1	< 0.1%
55	2	< 0.1%
56	4	0.1%
57	1	< 0.1%
58	2	< 0.1%
60	2	< 0.1%
61	2	< 0.1%
62	3	< 0.1%

Value	Count	Frequency (%)
120	1	< 0.1%
118	1	< 0.1%
115	1	< 0.1%
114	1	< 0.1%
108	1	< 0.1%
106	3	< 0.1%
104	1	< 0.1%
101	2	< 0.1%
97	1	< 0.1%
96	1	< 0.1%

resp_rate
Real number (ℝ)

Distinct	32
Distinct (%)	16.7%
Missing	6832
Missing (%)	97.3%
Infinite	0
Infinite (%)	0.0%
Mean	21.122396

Minimum	6
Maximum	41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	6
5-th percentile	13
Q1	17
median	20
Q3	26
95-th percentile	31.45
Maximum	41
Range	35
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.2193221
Coefficient of variation (CV)	0.29444208
Kurtosis	0.30145378
Mean	21.122396
Median Absolute Deviation (MAD)	4
Skewness	0.61437071
Sum	4055.5
Variance	38.679967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
20	18	0.3%
17	15	0.2%
19	13	0.2%
27	12	0.2%
21	12	0.2%
13	11	0.2%
18	11	0.2%
26	11	0.2%
15	10	0.1%
16	10	0.1%
Other values (22)	69	1.0%
(Missing)	6832	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
10	1	< 0.1%
12	7	0.1%
13	11	0.2%
14	6	0.1%
15	10	0.1%
16	10	0.1%
17	15	0.2%
18	11	0.2%
19	13	0.2%

Value	Count	Frequency (%)
41	1	< 0.1%
39	1	< 0.1%
38	1	< 0.1%
37	2	< 0.1%
36	1	< 0.1%
35	2	< 0.1%
33	1	< 0.1%
32	1	< 0.1%
31	2	< 0.1%
30	4	0.1%

temperature
Real number (ℝ)

Distinct	23
Distinct (%)	46.0%
Missing	6974
Missing (%)	99.3%
Infinite	0
Infinite (%)	0.0%
Mean	36.8856

Minimum	35.83
Maximum	37.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	35.83
5-th percentile	36.3025
Q1	36.67
median	36.83
Q3	37.11
95-th percentile	37.6205
Maximum	37.94
Range	2.11
Interquartile range (IQR)	0.44

Descriptive statistics

Standard deviation	0.41958755
Coefficient of variation (CV)	0.011375376
Kurtosis	0.23801665
Mean	36.8856
Median Absolute Deviation (MAD)	0.255
Skewness	0.2571201
Sum	1844.28
Variance	0.17605371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
36.72	5	0.1%
36.83	4	0.1%
37.11	4	0.1%
36.67	4	0.1%
36.89	3	< 0.1%
36.61	3	< 0.1%
36.44	3	< 0.1%
37.67	2	< 0.1%
37.56	2	< 0.1%
37.28	2	< 0.1%
Other values (13)	18	0.3%
(Missing)	6974	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.83	1	< 0.1%
36.28	2	< 0.1%
36.33	2	< 0.1%
36.39	1	< 0.1%
36.44	3	< 0.1%
36.61	3	< 0.1%
36.67	4	0.1%
36.72	5	0.1%
36.78	2	< 0.1%
36.83	4	0.1%

Value	Count	Frequency (%)
37.94	1	< 0.1%
37.67	2	< 0.1%
37.56	2	< 0.1%
37.5	1	< 0.1%
37.39	1	< 0.1%
37.28	2	< 0.1%
37.2	2	< 0.1%
37.17	1	< 0.1%
37.11	4	0.1%
37.06	1	< 0.1%

hemoglobin
Real number (ℝ)

Distinct	133
Distinct (%)	2.3%
Missing	1179
Missing (%)	16.8%
Infinite	0
Infinite (%)	0.0%
Mean	10.043353

Minimum	3.9
Maximum	18.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	3.9
5-th percentile	7.1
Q1	8.4
median	9.8
Q3	11.4
95-th percentile	14.08
Maximum	18.4
Range	14.5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.1775728
Coefficient of variation (CV)	0.2168173
Kurtosis	0.111423
Mean	10.043353
Median Absolute Deviation (MAD)	1.5
Skewness	0.61470247
Sum	58703.4
Variance	4.7418231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	126	1.8%
8.3	122	1.7%
7.9	117	1.7%
9.1	112	1.6%
8.4	111	1.6%
7.8	109	1.6%
8.8	108	1.5%
9.6	108	1.5%
9.9	107	1.5%
8.7	105	1.5%
Other values (123)	4720	67.2%
(Missing)	1179	16.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.9	1	< 0.1%
4.1	1	< 0.1%
4.2	3	< 0.1%
4.3	1	< 0.1%
5.2	3	< 0.1%
5.3	4	0.1%
5.4	1	< 0.1%
5.5	1	< 0.1%
5.6	3	< 0.1%
5.7	2	< 0.1%

Value	Count	Frequency (%)
18.4	1	< 0.1%
18.3	1	< 0.1%
18.1	2	< 0.1%
18	1	< 0.1%
17.9	1	< 0.1%
17.7	2	< 0.1%
17.6	2	< 0.1%
17.5	2	< 0.1%
17.4	1	< 0.1%
17.3	1	< 0.1%

wbc
Real number (ℝ)

Distinct	402
Distinct (%)	6.9%
Missing	1207
Missing (%)	17.2%
Infinite	0
Infinite (%)	0.0%
Mean	10.97313

Minimum	0.1
Maximum	125.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	1.9
Q1	5.9
median	9.4
Q3	14.2
95-th percentile	24.4
Maximum	125.2
Range	125.1
Interquartile range (IQR)	8.3

Descriptive statistics

Standard deviation	8.2288066
Coefficient of variation (CV)	0.74990511
Kurtosis	23.395371
Mean	10.97313
Median Absolute Deviation (MAD)	4
Skewness	3.2001918
Sum	63830.7
Variance	67.713258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	80	1.1%
7.8	66	0.9%
9.5	61	0.9%
8.5	57	0.8%
8.2	52	0.7%
7.9	52	0.7%
0.2	51	0.7%
9.3	51	0.7%
10.8	50	0.7%
9.9	50	0.7%
Other values (392)	5247	74.7%
(Missing)	1207	17.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	80	1.1%
0.2	51	0.7%
0.3	25	0.4%
0.4	22	0.3%
0.5	13	0.2%
0.6	9	0.1%
0.7	5	0.1%
0.8	4	0.1%
0.9	8	0.1%
1	4	0.1%

Value	Count	Frequency (%)
125.2	1	< 0.1%
98.3	1	< 0.1%
96.3	1	< 0.1%
95.6	1	< 0.1%
95.1	1	< 0.1%
92.3	1	< 0.1%
83.9	1	< 0.1%
81.7	1	< 0.1%
76.8	1	< 0.1%
71.5	1	< 0.1%

alt
Real number (ℝ)

Distinct	446
Distinct (%)	14.6%
Missing	3964
Missing (%)	56.4%
Infinite	0
Infinite (%)	0.0%
Mean	161.85915

Minimum	1
Maximum	15018
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	17
median	30
Q3	62
95-th percentile	485.1
Maximum	15018
Range	15017
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	752.89883
Coefficient of variation (CV)	4.6515679
Kurtosis	153.27839
Mean	161.85915
Median Absolute Deviation (MAD)	16
Skewness	10.896225
Sum	495289
Variance	566856.65
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	91	1.3%
16	88	1.3%
13	81	1.2%
18	80	1.1%
15	75	1.1%
10	72	1.0%
12	71	1.0%
25	71	1.0%
20	67	1.0%
22	67	1.0%
Other values (436)	2297	32.7%
(Missing)	3964	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	4	0.1%
3	3	< 0.1%
4	4	0.1%
5	13	0.2%
6	25	0.4%
7	38	0.5%
8	35	0.5%
9	50	0.7%
10	72	1.0%

Value	Count	Frequency (%)
15018	1	< 0.1%
14795	1	< 0.1%
12576	1	< 0.1%
7767	1	< 0.1%
7695	1	< 0.1%
7677	1	< 0.1%
6815	1	< 0.1%
6799	1	< 0.1%
6780	1	< 0.1%
6701	1	< 0.1%

ast
Real number (ℝ)

Distinct	508
Distinct (%)	16.5%
Missing	3936
Missing (%)	56.0%
Infinite	0
Infinite (%)	0.0%
Mean	243.88277

Minimum	5
Maximum	28275
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	5
5-th percentile	12
Q1	22
median	42
Q3	95
95-th percentile	727.15
Maximum	28275
Range	28270
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	1216.5274
Coefficient of variation (CV)	4.9881647
Kurtosis	185.14566
Mean	243.88277
Median Absolute Deviation (MAD)	24
Skewness	11.891535
Sum	753110
Variance	1479939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	84	1.2%
16	74	1.1%
21	73	1.0%
17	67	1.0%
18	66	0.9%
23	64	0.9%
22	61	0.9%
14	60	0.9%
24	58	0.8%
13	55	0.8%
Other values (498)	2426	34.5%
(Missing)	3936	56.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	5	0.1%
7	7	0.1%
8	18	0.3%
9	20	0.3%
10	21	0.3%
11	40	0.6%
12	46	0.7%
13	55	0.8%
14	60	0.9%

Value	Count	Frequency (%)
28275	1	< 0.1%
22140	1	< 0.1%
18970	1	< 0.1%
15108	1	< 0.1%
14725	1	< 0.1%
14370	1	< 0.1%
14082	1	< 0.1%
12350	1	< 0.1%
11955	1	< 0.1%
11016	1	< 0.1%

alp
Real number (ℝ)

Distinct	434
Distinct (%)	14.2%
Missing	3976
Missing (%)	56.6%
Infinite	0
Infinite (%)	0.0%
Mean	131.93373

Minimum	7
Maximum	1185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	7
5-th percentile	42
Q1	65
median	92
Q3	149
95-th percentile	368
Maximum	1185
Range	1178
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	123.0886
Coefficient of variation (CV)	0.93295779
Kurtosis	16.824376
Mean	131.93373
Median Absolute Deviation (MAD)	34
Skewness	3.4832105
Sum	402134
Variance	15150.803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66	45	0.6%
68	38	0.5%
55	37	0.5%
83	36	0.5%
64	36	0.5%
63	36	0.5%
67	36	0.5%
84	34	0.5%
59	34	0.5%
90	34	0.5%
Other values (424)	2682	38.2%
(Missing)	3976	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
8	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
20	2	< 0.1%
21	1	< 0.1%
23	1	< 0.1%
24	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
1185	1	< 0.1%
1183	1	< 0.1%
1115	1	< 0.1%
1093	1	< 0.1%
1064	1	< 0.1%
1046	1	< 0.1%
951	1	< 0.1%
922	1	< 0.1%
919	1	< 0.1%
908	1	< 0.1%

bilirubin_total
Real number (ℝ)

Distinct	309
Distinct (%)	10.1%
Missing	3957
Missing (%)	56.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.2487447

Minimum	0.1
Maximum	52.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.5
median	1
Q3	3.6
95-th percentile	23.27
Maximum	52.6
Range	52.5
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	7.8080562
Coefficient of variation (CV)	1.8377325
Kurtosis	9.3783226
Mean	4.2487447
Median Absolute Deviation (MAD)	0.7
Skewness	2.9810442
Sum	13030.9
Variance	60.965741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	267	3.8%
0.5	250	3.6%
0.3	240	3.4%
0.7	168	2.4%
0.6	167	2.4%
0.2	149	2.1%
0.8	112	1.6%
0.9	110	1.6%
1	93	1.3%
1.1	81	1.2%
Other values (299)	1430	20.4%
(Missing)	3957	56.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	20	0.3%
0.2	149	2.1%
0.3	240	3.4%
0.4	267	3.8%
0.5	250	3.6%
0.6	167	2.4%
0.7	168	2.4%
0.8	112	1.6%
0.9	110	1.6%
1	93	1.3%

Value	Count	Frequency (%)
52.6	1	< 0.1%
52.5	1	< 0.1%
51.4	1	< 0.1%
48.8	1	< 0.1%
48.3	1	< 0.1%
48.1	1	< 0.1%
47	1	< 0.1%
46.5	1	< 0.1%
46.4	2	< 0.1%
45.5	1	< 0.1%

bilirubin_direct
Real number (ℝ)

Distinct	90
Distinct (%)	41.7%
Missing	6808
Missing (%)	96.9%
Infinite	0
Infinite (%)	0.0%
Mean	4.1453704

Minimum	0.1
Maximum	24.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	1.075
median	2.65
Q3	5.925
95-th percentile	14.5
Maximum	24.9
Range	24.8
Interquartile range (IQR)	4.85

Descriptive statistics

Standard deviation	4.5372235
Coefficient of variation (CV)	1.0945279
Kurtosis	3.9372989
Mean	4.1453704
Median Absolute Deviation (MAD)	1.95
Skewness	1.9100379
Sum	895.4
Variance	20.586397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	10	0.1%
1.2	8	0.1%
0.3	8	0.1%
0.6	7	0.1%
0.4	6	0.1%
1.6	6	0.1%
1.3	6	0.1%
2.7	6	0.1%
0.5	5	0.1%
0.9	5	0.1%
Other values (80)	149	2.1%
(Missing)	6808	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	4	0.1%
0.2	10	0.1%
0.3	8	0.1%
0.4	6	0.1%
0.5	5	0.1%
0.6	7	0.1%
0.7	4	0.1%
0.8	3	< 0.1%
0.9	5	0.1%
1	2	< 0.1%

Value	Count	Frequency (%)
24.9	1	< 0.1%
21.9	1	< 0.1%
20.1	1	< 0.1%
20	1	< 0.1%
17.8	1	< 0.1%
16	1	< 0.1%
15.8	1	< 0.1%
15	3	< 0.1%
14.8	1	< 0.1%
14.4	1	< 0.1%

bilirubin_indirect
Real number (ℝ)

Distinct	66
Distinct (%)	31.1%
Missing	6812
Missing (%)	97.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3490566

Minimum	0.1
Maximum	17.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.7
median	1.4
Q3	3.1
95-th percentile	7.635
Maximum	17.1
Range	17
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	2.5580556
Coefficient of variation (CV)	1.0889715
Kurtosis	6.2801194
Mean	2.3490566
Median Absolute Deviation (MAD)	0.9
Skewness	2.1606367
Sum	498
Variance	6.5436484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	15	0.2%
0.4	10	0.1%
0.6	10	0.1%
1	10	0.1%
0.8	9	0.1%
0.3	8	0.1%
0.9	8	0.1%
0.2	8	0.1%
1.5	8	0.1%
1.9	7	0.1%
Other values (56)	119	1.7%
(Missing)	6812	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	7	0.1%
0.2	8	0.1%
0.3	8	0.1%
0.4	10	0.1%
0.5	3	< 0.1%
0.6	10	0.1%
0.7	15	0.2%
0.8	9	0.1%
0.9	8	0.1%
1	10	0.1%

Value	Count	Frequency (%)
17.1	1	< 0.1%
12.8	1	< 0.1%
9.9	1	< 0.1%
9.6	1	< 0.1%
9.4	1	< 0.1%
8.8	1	< 0.1%
8.7	2	< 0.1%
8	1	< 0.1%
7.8	2	< 0.1%
7.5	1	< 0.1%

ph
Real number (ℝ)

Distinct	14
Distinct (%)	70.0%
Missing	7004
Missing (%)	99.7%
Infinite	0
Infinite (%)	0.0%
Mean	7.358

Minimum	7.09
Maximum	7.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	7.09
5-th percentile	7.2325
Q1	7.3175
median	7.355
Q3	7.4
95-th percentile	7.48
Maximum	7.48
Range	0.39
Interquartile range (IQR)	0.0825

Descriptive statistics

Standard deviation	0.091110113
Coefficient of variation (CV)	0.012382456
Kurtosis	2.8457863
Mean	7.358
Median Absolute Deviation (MAD)	0.04
Skewness	-1.1746416
Sum	147.16
Variance	0.0083010526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
7.39	4	0.1%
7.35	2	< 0.1%
7.31	2	< 0.1%
7.48	2	< 0.1%
7.36	1	< 0.1%
7.29	1	< 0.1%
7.34	1	< 0.1%
7.32	1	< 0.1%
7.45	1	< 0.1%
7.43	1	< 0.1%
Other values (4)	4	0.1%
(Missing)	7004	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.09	1	< 0.1%
7.24	1	< 0.1%
7.29	1	< 0.1%
7.31	2	< 0.1%
7.32	1	< 0.1%
7.33	1	< 0.1%
7.34	1	< 0.1%
7.35	2	< 0.1%
7.36	1	< 0.1%
7.39	4	0.1%

Value	Count	Frequency (%)
7.48	2	< 0.1%
7.47	1	< 0.1%
7.45	1	< 0.1%
7.43	1	< 0.1%
7.39	4	0.1%
7.36	1	< 0.1%
7.35	2	< 0.1%
7.34	1	< 0.1%
7.33	1	< 0.1%
7.32	1	< 0.1%

lactate
Real number (ℝ)

Distinct	12
Distinct (%)	100.0%
Missing	7012
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.8416667

Minimum	1
Maximum	12.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1.055
Q1	1.275
median	1.85
Q3	3
95-th percentile	7.645
Maximum	12.1
Range	11.1
Interquartile range (IQR)	1.725

Descriptive statistics

Standard deviation	3.0654848
Coefficient of variation (CV)	1.078763
Kurtosis	9.1523405
Mean	2.8416667
Median Absolute Deviation (MAD)	0.7
Skewness	2.9169347
Sum	34.1
Variance	9.397197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2.1	1	< 0.1%
1.9	1	< 0.1%
1.4	1	< 0.1%
4	1	< 0.1%
3.3	1	< 0.1%
1.1	1	< 0.1%
1.3	1	< 0.1%
1.8	1	< 0.1%
2.9	1	< 0.1%
1	1	< 0.1%
Other values (2)	2	< 0.1%
(Missing)	7012	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
1.1	1	< 0.1%
1.2	1	< 0.1%
1.3	1	< 0.1%
1.4	1	< 0.1%
1.8	1	< 0.1%
1.9	1	< 0.1%
2.1	1	< 0.1%
2.9	1	< 0.1%
3.3	1	< 0.1%

Value	Count	Frequency (%)
12.1	1	< 0.1%
4	1	< 0.1%
3.3	1	< 0.1%
2.9	1	< 0.1%
2.1	1	< 0.1%
1.9	1	< 0.1%
1.8	1	< 0.1%
1.4	1	< 0.1%
1.3	1	< 0.1%
1.2	1	< 0.1%

pt
Real number (ℝ)

Distinct	420
Distinct (%)	10.6%
Missing	3068
Missing (%)	43.7%
Infinite	0
Infinite (%)	0.0%
Mean	18.826567

Minimum	9.2
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	9.2
5-th percentile	11.1
Q1	12.8
median	14.9
Q3	20.4
95-th percentile	38.3
Maximum	150
Range	140.8
Interquartile range (IQR)	7.6

Descriptive statistics

Standard deviation	11.588015
Coefficient of variation (CV)	0.61551397
Kurtosis	32.531609
Mean	18.826567
Median Absolute Deviation (MAD)	2.8
Skewness	4.5166391
Sum	74477.9
Variance	134.28209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.7	72	1.0%
12.8	61	0.9%
12.3	61	0.9%
12.9	60	0.9%
13.2	58	0.8%
12.5	58	0.8%
12.7	56	0.8%
13.4	56	0.8%
14.2	55	0.8%
13.1	54	0.8%
Other values (410)	3365	47.9%
(Missing)	3068	43.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.2	1	< 0.1%
9.3	3	< 0.1%
9.4	2	< 0.1%
9.5	4	0.1%
9.6	1	< 0.1%
9.7	3	< 0.1%
9.8	7	0.1%
9.9	3	< 0.1%
10	8	0.1%
10.1	6	0.1%

Value	Count	Frequency (%)
150	2	< 0.1%
130.9	8	0.1%
118	1	< 0.1%
110.8	1	< 0.1%
101.1	1	< 0.1%
96.4	1	< 0.1%
94.6	1	< 0.1%
91.1	1	< 0.1%
85.5	1	< 0.1%
83.6	1	< 0.1%

urineoutput
Real number (ℝ)

Distinct	35
Distinct (%)	42.7%
Missing	6942
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	86.573171

Minimum	10
Maximum	380
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	10
5-th percentile	15.15
Q1	35
median	60
Q3	123.75
95-th percentile	219
Maximum	380
Range	370
Interquartile range (IQR)	88.75

Descriptive statistics

Standard deviation	70.872173
Coefficient of variation (CV)	0.81863899
Kurtosis	3.2001711
Mean	86.573171
Median Absolute Deviation (MAD)	40
Skewness	1.6012521
Sum	7099
Variance	5022.865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
100	8	0.1%
60	8	0.1%
25	5	0.1%
40	5	0.1%
30	5	0.1%
50	4	0.1%
125	4	0.1%
20	3	< 0.1%
45	3	< 0.1%
150	3	< 0.1%
Other values (25)	34	0.5%
(Missing)	6942	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
15	2	< 0.1%
18	2	< 0.1%
20	3	< 0.1%
25	5	0.1%
30	5	0.1%
35	2	< 0.1%
40	5	0.1%

Value	Count	Frequency (%)
380	1	< 0.1%
275	2	< 0.1%
250	1	< 0.1%
220	1	< 0.1%
200	1	< 0.1%
185	1	< 0.1%
180	1	< 0.1%
175	1	< 0.1%
170	1	< 0.1%
160	2	< 0.1%

sofa_respiration
Categorical

Distinct	3
Distinct (%)	15.8%
Missing	7005
Missing (%)	99.7%
Memory size	109.8 KiB

2.0	14
1.0	3
0.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	57
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
2.0	14	0.2%
1.0	3	< 0.1%
0.0	2	< 0.1%
(Missing)	7005	99.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	14	73.7%
1.0	3	15.8%
0.0	2	10.5%

Most occurring characters

Value	Count	Frequency (%)
0	21	36.8%
.	19	33.3%
2	14	24.6%
1	3	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38	66.7%
Other Punctuation	19	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21	55.3%
2	14	36.8%
1	3	7.9%

Other Punctuation

Value	Count	Frequency (%)
.	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	57	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21	36.8%
.	19	33.3%
2	14	24.6%
1	3	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	57	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21	36.8%
.	19	33.3%
2	14	24.6%
1	3	5.3%

sofa_coagulation
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	100.0%
Missing	7023
Missing (%)	> 99.9%
Memory size	109.8 KiB

0.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	100.0%

Sample

1st row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1	< 0.1%
(Missing)	7023	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2	66.7%
.	1	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2	66.7%
Other Punctuation	1	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2	66.7%
.	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2	66.7%
.	1	33.3%

sofa_liver
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	100.0%
Missing	7023
Missing (%)	> 99.9%
Memory size	109.8 KiB

0.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	100.0%

Sample

1st row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1	< 0.1%
(Missing)	7023	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2	66.7%
.	1	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2	66.7%
Other Punctuation	1	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2	66.7%
.	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2	66.7%
.	1	33.3%

sofa_cardiovascular
Categorical

Distinct	5
Distinct (%)	3.3%
Missing	6872
Missing (%)	97.8%
Memory size	109.8 KiB

0.0	105
1.0	33
4.0	7
3.0	6
2.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	456
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.7%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	105	1.5%
1.0	33	0.5%
4.0	7	0.1%
3.0	6	0.1%
2.0	1	< 0.1%
(Missing)	6872	97.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	105	69.1%
1.0	33	21.7%
4.0	7	4.6%
3.0	6	3.9%
2.0	1	0.7%

Most occurring characters

Value	Count	Frequency (%)
0	257	56.4%
.	152	33.3%
1	33	7.2%
4	7	1.5%
3	6	1.3%
2	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	304	66.7%
Other Punctuation	152	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	257	84.5%
1	33	10.9%
4	7	2.3%
3	6	2.0%
2	1	0.3%

Other Punctuation

Value	Count	Frequency (%)
.	152	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	456	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	257	56.4%
.	152	33.3%
1	33	7.2%
4	7	1.5%
3	6	1.3%
2	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	456	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	257	56.4%
.	152	33.3%
1	33	7.2%
4	7	1.5%
3	6	1.3%
2	1	0.2%

sofa_cns
Categorical

Distinct	5
Distinct (%)	11.1%
Missing	6979
Missing (%)	99.4%
Memory size	109.8 KiB

0.0	24
1.0	16
2.0	2
3.0	2
4.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	135
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	2.2%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	24	0.3%
1.0	16	0.2%
2.0	2	< 0.1%
3.0	2	< 0.1%
4.0	1	< 0.1%
(Missing)	6979	99.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	24	53.3%
1.0	16	35.6%
2.0	2	4.4%
3.0	2	4.4%
4.0	1	2.2%

Most occurring characters

Value	Count	Frequency (%)
0	69	51.1%
.	45	33.3%
1	16	11.9%
2	2	1.5%
3	2	1.5%
4	1	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	90	66.7%
Other Punctuation	45	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	69	76.7%
1	16	17.8%
2	2	2.2%
3	2	2.2%
4	1	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	45	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	135	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	69	51.1%
.	45	33.3%
1	16	11.9%
2	2	1.5%
3	2	1.5%
4	1	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	135	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	69	51.1%
.	45	33.3%
1	16	11.9%
2	2	1.5%
3	2	1.5%
4	1	0.7%

sofa_renal
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	7024
Missing (%)	100.0%
Memory size	109.8 KiB

icu_intime
Categorical

Distinct	1923
Distinct (%)	27.4%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

2196-01-29 21:14:38.000	196
2193-01-25 13:54:41.000	133
2134-08-16 11:17:21.000	93
2137-04-27 15:53:55.000	82
2168-12-21 14:04:01.000	62
Other values (1918)	6458

Length

Max length	23
Median length	23
Mean length	23
Min length	23

Characters and Unicode

Total characters	161552
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	619 ?
Unique (%)	8.8%

Sample

1st row	2149-01-01 16:50:07.000
2nd row	2149-01-01 16:50:07.000
3rd row	2149-01-01 16:50:07.000
4th row	2149-01-01 16:50:07.000
5th row	2149-01-01 16:50:07.000

Common Values

Value	Count	Frequency (%)
2196-01-29 21:14:38.000	196	2.8%
2193-01-25 13:54:41.000	133	1.9%
2134-08-16 11:17:21.000	93	1.3%
2137-04-27 15:53:55.000	82	1.2%
2168-12-21 14:04:01.000	62	0.9%
2178-10-18 10:30:37.000	61	0.9%
2124-02-03 06:00:00.000	49	0.7%
2149-02-01 16:24:38.000	46	0.7%
2188-02-21 15:01:19.000	44	0.6%
2168-04-27 16:32:20.000	41	0.6%
Other values (1913)	6217	88.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2196-01-29	196	1.4%
21:14:38.000	196	1.4%
2193-01-25	133	0.9%
13:54:41.000	133	0.9%
2134-08-16	93	0.7%
11:17:21.000	93	0.7%
2137-04-27	82	0.6%
15:53:55.000	82	0.6%
2168-12-21	62	0.4%
14:04:01.000	62	0.4%
Other values (3579)	12916	91.9%

Most occurring characters

Value	Count	Frequency (%)
0	39211	24.3%
1	22726	14.1%
2	18324	11.3%
-	14048	8.7%
:	14048	8.7%
3	7275	4.5%
	7024	4.3%
.	7024	4.3%
4	6971	4.3%
5	6493	4.0%
Other values (4)	18408	11.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	119408	73.9%
Other Punctuation	21072	13.0%
Dash Punctuation	14048	8.7%
Space Separator	7024	4.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39211	32.8%
1	22726	19.0%
2	18324	15.3%
3	7275	6.1%
4	6971	5.8%
5	6493	5.4%
8	5242	4.4%
7	4515	3.8%
9	4401	3.7%
6	4250	3.6%

Other Punctuation

Value	Count	Frequency (%)
:	14048	66.7%
.	7024	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	14048	100.0%

Space Separator

Value	Count	Frequency (%)
	7024	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	161552	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39211	24.3%
1	22726	14.1%
2	18324	11.3%
-	14048	8.7%
:	14048	8.7%
3	7275	4.5%
	7024	4.3%
.	7024	4.3%
4	6971	4.3%
5	6493	4.0%
Other values (4)	18408	11.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	161552	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39211	24.3%
1	22726	14.1%
2	18324	11.3%
-	14048	8.7%
:	14048	8.7%
3	7275	4.5%
	7024	4.3%
.	7024	4.3%
4	6971	4.3%
5	6493	4.0%
Other values (4)	18408	11.4%

vent_start
Categorical

Distinct	1922
Distinct (%)	27.4%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

1/30/96 11:00	196
1/26/93 12:00	133
8/18/34 20:00	93
4/29/37 13:00	82
12/22/68 12:52	62
Other values (1917)	6458

Length

Max length	14
Median length	13
Mean length	12.733628
Min length	11

Characters and Unicode

Total characters	89441
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	619 ?
Unique (%)	8.8%

Sample

1st row	1/3/49 18:00
2nd row	1/3/49 18:00
3rd row	1/3/49 18:00
4th row	1/3/49 18:00
5th row	1/3/49 18:00

Common Values

Value	Count	Frequency (%)
1/30/96 11:00	196	2.8%
1/26/93 12:00	133	1.9%
8/18/34 20:00	93	1.3%
4/29/37 13:00	82	1.2%
12/22/68 12:52	62	0.9%
10/19/78 18:00	61	0.9%
2/4/24 4:00	49	0.7%
2/2/49 6:00	46	0.7%
2/23/88 20:00	44	0.6%
4/28/68 6:00	41	0.6%
Other values (1912)	6217	88.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
11:00	443	3.2%
12:00	394	2.8%
13:00	391	2.8%
20:00	383	2.7%
18:00	367	2.6%
15:00	312	2.2%
16:00	282	2.0%
17:00	272	1.9%
14:00	238	1.7%
4:00	230	1.6%
Other values (2286)	10736	76.4%

Most occurring characters

Value	Count	Frequency (%)
0	14160	15.8%
/	14048	15.7%
1	13152	14.7%
2	8342	9.3%
	7024	7.9%
:	7024	7.9%
3	4617	5.2%
8	3978	4.4%
4	3836	4.3%
6	3514	3.9%
Other values (3)	9746	10.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61345	68.6%
Other Punctuation	21072	23.6%
Space Separator	7024	7.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14160	23.1%
1	13152	21.4%
2	8342	13.6%
3	4617	7.5%
8	3978	6.5%
4	3836	6.3%
6	3514	5.7%
5	3411	5.6%
9	3310	5.4%
7	3025	4.9%

Other Punctuation

Value	Count	Frequency (%)
/	14048	66.7%
:	7024	33.3%

Space Separator

Value	Count	Frequency (%)
	7024	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	89441	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14160	15.8%
/	14048	15.7%
1	13152	14.7%
2	8342	9.3%
	7024	7.9%
:	7024	7.9%
3	4617	5.2%
8	3978	4.4%
4	3836	4.3%
6	3514	3.9%
Other values (3)	9746	10.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89441	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14160	15.8%
/	14048	15.7%
1	13152	14.7%
2	8342	9.3%
	7024	7.9%
:	7024	7.9%
3	4617	5.2%
8	3978	4.4%
4	3836	4.3%
6	3514	3.9%
Other values (3)	9746	10.9%

vent_end
Categorical

Distinct	1918
Distinct (%)	27.3%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

1/30/96 13:00	196
1/26/93 16:00	133
8/19/34 12:00	93
4/30/37 4:00	82
12/26/68 21:00	62
Other values (1913)	6458

Length

Max length	14
Median length	13
Mean length	12.567483
Min length	11

Characters and Unicode

Total characters	88274
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	617 ?
Unique (%)	8.8%

Sample

1st row	1/3/49 20:00
2nd row	1/3/49 20:00
3rd row	1/3/49 20:00
4th row	1/3/49 20:00
5th row	1/3/49 20:00

Common Values

Value	Count	Frequency (%)
1/30/96 13:00	196	2.8%
1/26/93 16:00	133	1.9%
8/19/34 12:00	93	1.3%
4/30/37 4:00	82	1.2%
12/26/68 21:00	62	0.9%
10/21/78 16:34	61	0.9%
2/8/24 15:00	49	0.7%
2/2/49 6:10	46	0.7%
2/24/88 7:00	44	0.6%
2/8/54 12:45	41	0.6%
Other values (1908)	6217	88.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
4:00	677	4.8%
16:00	513	3.7%
12:00	506	3.6%
8:00	485	3.5%
7:00	470	3.3%
11:00	430	3.1%
20:00	357	2.5%
15:00	322	2.3%
13:00	298	2.1%
0:00	256	1.8%
Other values (2168)	9734	69.3%

Most occurring characters

Value	Count	Frequency (%)
0	15478	17.5%
/	14048	15.9%
1	11737	13.3%
2	7220	8.2%
	7024	8.0%
:	7024	8.0%
3	4555	5.2%
4	4006	4.5%
8	3948	4.5%
6	3761	4.3%
Other values (3)	9473	10.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60178	68.2%
Other Punctuation	21072	23.9%
Space Separator	7024	8.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15478	25.7%
1	11737	19.5%
2	7220	12.0%
3	4555	7.6%
4	4006	6.7%
8	3948	6.6%
6	3761	6.2%
5	3317	5.5%
7	3311	5.5%
9	2845	4.7%

Other Punctuation

Value	Count	Frequency (%)
/	14048	66.7%
:	7024	33.3%

Space Separator

Value	Count	Frequency (%)
	7024	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	88274	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15478	17.5%
/	14048	15.9%
1	11737	13.3%
2	7220	8.2%
	7024	8.0%
:	7024	8.0%
3	4555	5.2%
4	4006	4.5%
8	3948	4.5%
6	3761	4.3%
Other values (3)	9473	10.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	88274	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15478	17.5%
/	14048	15.9%
1	11737	13.3%
2	7220	8.2%
	7024	8.0%
:	7024	8.0%
3	4555	5.2%
4	4006	4.5%
8	3948	4.5%
6	3761	4.3%
Other values (3)	9473	10.7%

vent_duration
Real number (ℝ)

Distinct	859
Distinct (%)	12.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.816797

Minimum	0.016666667
Maximum	604.16667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0.016666667
5-th percentile	2
Q1	8.6
median	18.766667
Q3	47.816667
95-th percentile	144.88333
Maximum	604.16667
Range	604.15
Interquartile range (IQR)	39.216667

Descriptive statistics

Standard deviation	56.264793
Coefficient of variation (CV)	1.4130919
Kurtosis	18.846432
Mean	39.816797
Median Absolute Deviation (MAD)	13.233333
Skewness	3.5775406
Sum	279673.18
Variance	3165.7269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	284	4.0%
4	215	3.1%
15	190	2.7%
16	169	2.4%
13	147	2.1%
18	139	2.0%
7	129	1.8%
10	105	1.5%
8	104	1.5%
6	98	1.4%
Other values (849)	5444	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.016666667	1	< 0.1%
0.033333333	3	< 0.1%
0.05	2	< 0.1%
0.166666667	52	0.7%
0.183333333	10	0.1%
0.2	3	< 0.1%
0.216666667	2	< 0.1%
0.266666667	1	< 0.1%
0.333333333	2	< 0.1%
0.4	2	< 0.1%

Value	Count	Frequency (%)
604.1666667	2	< 0.1%
564	2	< 0.1%
527	2	< 0.1%
520	3	< 0.1%
493	2	< 0.1%
409	9	0.1%
405	10	0.1%
358.8666667	3	< 0.1%
354	2	< 0.1%
331.5	3	< 0.1%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	stay_id	charttime	total_protein	calcium	creatinine	glucose	sodium	chloride	heart_rate	sbp	dbp	mbp	resp_rate	temperature	hemoglobin	wbc	alt	ast	alp	bilirubin_total	bilirubin_direct	bilirubin_indirect	ph	lactate	pt	urineoutput	sofa_respiration	sofa_coagulation	sofa_liver	sofa_cardiovascular	sofa_cns	sofa_renal	icu_intime	vent_start	vent_end	vent_duration
0	35715575	2148-12-27 18:15:00.000	NaN	8.5	0.9	137.0	138.0	104.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
1	35715575	2148-12-24 16:25:00.000	NaN	8.0	0.6	92.0	139.0	107.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
2	35715575	2148-12-25 09:12:00.000	NaN	7.5	0.7	139.0	137.0	107.0	NaN	NaN	NaN	NaN	NaN	NaN	9.8	NaN	70.0	91.0	245.0	0.6	NaN	NaN	NaN	NaN	14.7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
3	35715575	2149-01-01 17:37:00.000	NaN	6.9	2.7	119.0	137.0	104.0	NaN	NaN	NaN	NaN	NaN	NaN	7.7	0.2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
4	35715575	2148-12-27 08:40:00.000	NaN	8.4	0.8	180.0	138.0	104.0	NaN	NaN	NaN	NaN	NaN	NaN	10.2	0.1	48.0	79.0	208.0	1.4	0.2	1.2	NaN	NaN	18.2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
5	35715575	2148-12-26 05:15:00.000	NaN	7.3	0.7	155.0	141.0	107.0	NaN	NaN	NaN	NaN	NaN	NaN	8.3	0.1	53.0	69.0	202.0	0.6	NaN	NaN	NaN	NaN	16.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
6	35715575	2148-12-26 19:00:00.000	NaN	7.6	0.7	112.0	140.0	106.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
7	35715575	2149-01-01 19:07:00.000	NaN	6.8	2.7	124.0	136.0	102.0	NaN	NaN	NaN	NaN	NaN	NaN	7.8	0.1	20.0	59.0	115.0	0.8	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
8	35715575	2148-12-30 03:01:00.000	NaN	7.7	0.9	86.0	139.0	109.0	NaN	NaN	NaN	NaN	NaN	NaN	9.5	NaN	29.0	65.0	172.0	0.8	NaN	NaN	NaN	NaN	16.8	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0
9	35715575	2148-12-25 15:45:00.000	NaN	7.9	0.7	95.0	140.0	108.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2149-01-01 16:50:07.000	1/3/49 18:00	1/3/49 20:00	2.0

	stay_id	charttime	total_protein	calcium	creatinine	glucose	sodium	chloride	heart_rate	sbp	dbp	mbp	resp_rate	temperature	hemoglobin	wbc	alt	ast	alp	bilirubin_total	bilirubin_direct	bilirubin_indirect	ph	lactate	pt	urineoutput	sofa_respiration	sofa_coagulation	sofa_liver	sofa_cardiovascular	sofa_cns	sofa_renal	icu_intime	vent_start	vent_end	vent_duration
7014	32620232	2132-05-31 01:30:00.000	NaN	9.0	0.8	232.0	137.0	101.0	NaN	NaN	NaN	NaN	NaN	NaN	13.4	13.7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12.4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2132-05-30 19:27:38.000	5/31/32 21:30	6/3/32 4:00	54.500000
7015	36762210	2169-11-06 03:30:00.000	NaN	8.9	0.9	98.0	131.0	100.0	NaN	NaN	NaN	NaN	NaN	NaN	11.0	7.6	10.0	16.0	66.0	0.4	0.2	0.2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2169-11-05 22:41:00.000	11/6/69 15:00	11/7/69 3:00	12.000000
7016	31783997	2199-07-16 02:44:00.000	NaN	7.3	1.9	344.0	135.0	111.0	NaN	NaN	NaN	NaN	NaN	NaN	7.5	19.0	18.0	32.0	56.0	0.2	NaN	NaN	NaN	NaN	13.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2199-07-15 22:26:00.000	7/16/99 14:00	7/19/99 3:00	61.000000
7017	31126544	2145-06-23 05:05:00.000	NaN	7.6	1.6	69.0	137.0	98.0	NaN	NaN	NaN	NaN	NaN	NaN	12.7	19.3	47.0	200.0	102.0	3.0	NaN	NaN	NaN	NaN	16.3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2145-06-22 21:20:00.000	6/23/45 22:00	6/24/45 9:00	11.000000
7018	35414722	2143-11-08 08:27:00.000	5.4	8.4	0.6	108.0	138.0	101.0	NaN	NaN	NaN	NaN	NaN	NaN	12.6	6.4	22.0	19.0	52.0	0.7	0.3	0.4	NaN	NaN	13.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2143-11-08 06:58:00.000	11/10/43 5:30	11/11/43 11:00	29.500000
7019	38307084	2153-12-18 22:50:00.000	NaN	10.1	0.9	140.0	136.0	99.0	NaN	NaN	NaN	NaN	NaN	NaN	15.7	7.1	24.0	18.0	57.0	0.8	NaN	NaN	NaN	NaN	12.1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2153-12-19 02:35:00.000	12/20/53 5:04	12/21/53 6:00	24.933333
7020	39929091	2170-10-18 15:42:00.000	NaN	NaN	0.7	93.0	141.0	102.0	NaN	NaN	NaN	NaN	NaN	NaN	11.0	6.6	8.0	12.0	71.0	0.4	NaN	NaN	NaN	NaN	11.2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2170-10-18 15:21:13.000	10/19/70 16:33	10/20/70 0:00	7.450000
7021	37863848	2147-09-20 03:57:00.000	NaN	8.5	1.0	104.0	141.0	102.0	NaN	NaN	NaN	NaN	NaN	NaN	11.4	13.8	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15.3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2147-09-19 19:20:00.000	9/20/47 19:00	9/25/47 8:00	109.000000
7022	33018891	2180-08-18 02:31:00.000	NaN	9.0	1.2	111.0	135.0	98.0	NaN	NaN	NaN	NaN	NaN	NaN	8.7	17.8	58.0	31.0	92.0	0.4	NaN	NaN	NaN	NaN	15.6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2180-08-18 00:52:00.000	8/18/80 18:00	8/19/80 12:00	18.000000
7023	36429419	2115-03-31 04:55:00.000	NaN	8.8	7.3	88.0	138.0	100.0	NaN	NaN	NaN	NaN	NaN	NaN	9.0	20.0	14.0	17.0	77.0	0.4	NaN	NaN	NaN	NaN	12.8	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2115-03-30 21:52:00.000	3/31/15 16:00	4/2/15 14:00	46.000000

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number